{
 "metadata": {
  "name": "",
  "signature": "sha256:955de3f7f58eeb6da3091c451a62d772117e06c5a8ee5440f3bbee8bb45c2bec"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import numpy as np\n",
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.datasets import fetch_mldata\n",
      "\n",
      "\n",
      "def load_data(dtype=np.float32, order='F'):\n",
      "    # Load dataset\n",
      "    print(\"Loading dataset...\")\n",
      "    data = fetch_mldata('MNIST original')\n",
      "    X, y = data.data, data.target\n",
      "    if order.lower() == 'f':\n",
      "        X = np.asfortranarray(X)\n",
      "\n",
      "    # Normalize features to 0-1 range\n",
      "    X = X.astype('float64')\n",
      "    X = X / 255\n",
      "\n",
      "    # Create train-test split (as [Joachims, 2006])\n",
      "    print(\"Creating train-test split...\")\n",
      "    n_train = 60000\n",
      "\n",
      "    X_train = X[:n_train]\n",
      "    y_train = y[:n_train]\n",
      "    X_test = X[n_train:]\n",
      "    y_test = y[n_train:]\n",
      "\n",
      "    return X_train, X_test, y_train, y_test"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_train, X_test, y_train, y_test = load_data(order='C')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Loading dataset...\n",
        "Creating train-test split..."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_images(images, n_rows=10, n_cols=10, ordering=None):\n",
      "    if ordering is None:\n",
      "        indices = np.arange(len(images))\n",
      "    else:\n",
      "        indices = ordering.argsort()[::-1]\n",
      "    plt.figure(figsize=(1.2 * n_cols, 1.2 * n_rows))\n",
      "    plt.gray()\n",
      "    for i in range(n_rows):\n",
      "        for j in range(n_cols):\n",
      "            idx = i * n_cols + j\n",
      "            if idx < len(images):\n",
      "                idx = indices[idx]\n",
      "                plt.subplot(n_rows, n_cols, i * n_cols + j + 1)\n",
      "                plt.imshow(images[idx].reshape(28, 28), interpolation='nearest')\n",
      "                plt.axis('off')\n",
      "                if ordering is not None:\n",
      "                    plt.title(\"{:.2f}\".format(ordering[idx]))\n",
      "                \n",
      "plot_images(X_train)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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KFeNyrYj6n0qRSub3yjdXudxyfpByIUVHPovN8FQ9/PDDgdCVScc9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\nDSnnt9xyCwC//PJLyXXUW5mRegvwwgsvANCzZ8+q1lWMZ599FgjHSS2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PioV8CPUUoJ+r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\nJ+HgAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10787c0f0>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "components = np.random.normal(size=(10, 5))\n",
      "q, r = np.linalg.qr(components, mode='reduced')\n",
      "q.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 59,
       "text": [
        "(10, 5)"
       ]
      }
     ],
     "prompt_number": 59
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "r.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 60,
       "text": [
        "(5, 5)"
       ]
      }
     ],
     "prompt_number": 60
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.linalg.qr?"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 48
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.base import BaseEstimator, TransformerMixin\n",
      "from sklearn.linear_model import RidgeCV\n",
      "from sklearn.utils import check_random_state\n",
      "\n",
      "\n",
      "def inplace_relu(X):\n",
      "    X[X < 0] = 0\n",
      "    return X\n",
      "\n",
      "\n",
      "def get_activation(name):\n",
      "    if name is None:\n",
      "        return lambda x: x\n",
      "    elif name == 'tanh':\n",
      "        return np.tanh\n",
      "    elif name == 'relu':\n",
      "        return inplace_relu\n",
      "    else:\n",
      "        raise ValueError(\"unknown activation: \" + name)\n",
      "\n",
      "\n",
      "class AEELMTransformer(BaseEstimator, TransformerMixin):\n",
      "    \n",
      "    def __init__(self, n_components=100, activation='tanh',\n",
      "                 alphas=np.logspace(-5, 5, 11), orthogonalize=True,\n",
      "                 random_state=None):\n",
      "        self.n_components = n_components\n",
      "        self.alphas = alphas\n",
      "        self.random_state = random_state\n",
      "        self.activation = activation\n",
      "        self.orthogonalize = orthogonalize\n",
      "\n",
      "    def fit(self, X, y=None):\n",
      "        n_samples, n_features = X.shape\n",
      "        rng = check_random_state(self.random_state)\n",
      "        rnd_proj = rng.normal(size=(n_features, self.n_components))\n",
      "        if self.orthogonalize:\n",
      "            if self.n_components > n_features:\n",
      "                raise ValueError('Cannot orthogonalize with so many components')\n",
      "            rnd_proj, _ = np.linalg.qr(rnd_proj)\n",
      "        X_proj = get_activation(self.activation)(np.dot(X, rnd_proj))\n",
      "        \n",
      "        self.ridge_ = ridge = RidgeCV(alphas=self.alphas)\n",
      "        ridge.fit(X_proj, X)\n",
      "        \n",
      "        self.components_ = ridge.coef_.T\n",
      "        return self\n",
      "        \n",
      "    def transform(self, X, y=None):\n",
      "        projected = np.dot(X, self.components_.T)\n",
      "        return get_activation(self.activation)(projected)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 64
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.cross_validation import train_test_split\n",
      "\n",
      "n_subsample = 10000\n",
      "X_orig, _, y_orig, _ = train_test_split(\n",
      "    X_train, y_train, train_size=n_subsample, random_state=42)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 65
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%time\n",
      "\n",
      "aeelm = AEELMTransformer(n_components=700, activation='tanh')\n",
      "X_transform = aeelm.fit(X_orig).transform(X_orig)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "CPU times: user 18.5 s, sys: 1.5 s, total: 19.9 s\n",
        "Wall time: 12.6 s\n"
       ]
      }
     ],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_transform.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 93,
       "text": [
        "(10000, 700)"
       ]
      }
     ],
     "prompt_number": 93
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "aeelm.ridge_.alpha_"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 94,
       "text": [
        "0.10000000000000001"
       ]
      }
     ],
     "prompt_number": 94
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_images(aeelm.components_)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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22qqKifmWVMUGdtRzsj3e0bb2DtJkt6WlpaWlpaWlZdPKhpHdmXzKY0N65YUg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\nOvR8WdGvImL619jJ5RchHKv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WeTHnw2rzSAvpwlGRuvXuj3mfBYotr9KcT2qN8Azad5Ob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zaFLmG01OBhajw3pgJrRa+xJ4v0hJSRIGvP6VqYOvotMsfWY2iMCeuoz6jP0yf3S6oLAYZKDao5\nMgd0Te9rzI0d5fTBM2AVxx7HKwVZGgPmhTyMn31jRMZ6L4ykmknsp7pFPz2HcRo/xtc9zTP2jC/R\njzWpeseDDjooSdXcycwY92qzQ3N/TP7O9YyRvPjesccrv8au1a/aJY5dm/vJsiW79ee+mGyYvNhH\nUn4Mo0j/6AZfs9ojpWdGZz5u1xqDaecHdFRIytcatwwHmbomFh7ryA74WsytbAw5Y67IdRyv9Wuu\nD1+0fyp7YSfGpjME3afj9GJk4fkQ67JaS0yk51fLLDsp8+VZZJP4bGuXrJP9A0ny6Ec/Okmt89hP\nPsl8rjY7xE7YBfbQGK11fD/5jSzrc5/73CSVVeJjMJez7Zl/MjYGPlv3AnPkumOHEPagexSZv+pV\nr1o2/tWCD6cH1jjdeoDu0s+xy4F7mxPvMDIA1ihrOAbX59gkZv8e97jHsrHxR6NO2v+C2cfoqhIg\nL9moI0Mzu41Go9FoNBqNTYsNZ3ZFNhiRuaciJldfTv0ek6oPBSwrRkMdiAgIo2K3uXuKmjArIhbR\nhc8lFf3ZTSzSFcGJ2BaJvuf+mBg4Eb16oHFnd1LskaiITDElIjS1LCJU9THJljuX1SlhNNTiiMgw\nXSI5rIg6L9HhIrWYgGklD9EiZkokR04YTLtDdR0wZ37SMQyBqJp8k9IhUaHPPvzhD09SzIYaNHLC\n0BgbfRDRimAXAVn6OZ/apRaT7tHb+cQ8dmHnsLHSBzXv5DKOm96rj8LKvelNb0pSJ4XJdMynsqmX\n1Muavi0Cek4/+BTMPRaOHLbW8cH8YKBkNO5///snKT1W9y9b4Dnud7/7Jaks0exD2Cb9SMpv0RVs\n0FznvShDQx6uRy46CZCbZx/Hpn7VfNofgJnGdmH4+UjPxAfztfrI6oiB4dQBJCnfiblj5+yafi/q\nS+auHVghcsaskxc2P6md3vQfQ2e/A1bJc6lZ5rPVd2K65znAivFVSWUiMFP+xl5lDVZ7otx8WiGW\nDNtIzp6JvPjAcSwY2Kc97WlJksc//vFJyh5kxGR0ZMpk/uio/6t1t87LJCSVdeGTZde8G2CoV9u7\nfNYnftMcW09lgrDX5nK8J7tQz6pOfl7DzRk/M/fj9nM+E2BcN3Q2UR/ORs2fMa3Wf8zyMP/ze4n3\nCnZDLknVaLv3/B5Bh8mLD8Tw2kdDLmzBvhPyGFlae7fcQwYXA7/SGuZmdhuNRqPRaDQamxYbfoIa\nzDsq1cmIANRhjCcYeZNXHyQqVIumVlMdmajbznq970QJGFORv1rd8WQt4xHJitCwEa612p5/I+YI\n0zXVCWJfRLp2hGNbdBIQkdspj7kb+6eCqB/zoG5NP10RFRbGfHl+UbZuBRhAdbZj38RFISr2HK5J\nDlh2Ea/aIiy02jT1P57JvKs/G6+NJXzqU5+aZEv2Sb0rxoNuzUwmYGvM4VpgLHPfQ9Ew/VH3JOrG\nhDiX3tybK2zT2IVEFK92G6OLDVdzpzZPT1e6jG1X22hXso4hazlRDnMpgpepMWaMtrGy4aTmC+tr\nfjD3+irLaNA9z6Hzx7xLX2ZKVmk8QQ3jwG850964zRsfuCjoPXZZfaksg2zNWKNqvGrQ+Rxj03VA\nf1FjxH5hePXlJTeskSzTyFTx+fZDqBFke8a9rZq7IwP9mLtUjJmtpOyCPSXlU3zHiVb0RC9WzD8G\nij/Awslw8DlYZP1mx1PKsMR68KobNm9Ys3m/y7ZADmwSc2mO+DT1lWxz9IsHH3xwkmIgMfjmSj9u\n9o4B3mWXXZIU60bnZAKwiPMeiKRkPffFtcb4/cxcrxTkgulmy+bI2kZP2UBS66N+svygMWM9+U1+\nQU289ZasZcbohWzk2H1g7ggz92y3Jq+2D/OsH+TJF5KDdcKeHz4iqawrHcXs77777kmqFtvceUdR\n+2wM1m4+2zqqD/rYeYM8jEd2mX3P/ZiPDM3sNhqNRqPRaDQ2LTaM2RUNYEBFVfPZyqIUkcK4Q1yk\n7sQ0DIaIRBSppkVEYpev+hA1jfNuaGMZ+3KKSES/xof5ED0sstveuEVH4NkxDuqA1LVg+ESNWDX1\nMViXmT0f7+NaIm1neIuw9SPF6Nz97ndfdm+RF1mrK5uZ79VgjjDpCJYfC4UVoTOiYTtZsbROUnOC\nFrYWqzfWzc09Bc2nWjS1fObdcxozFgbroM7M5xZhdufIe9Y5toR1nZkydXPkaS7V3amjVX867rJV\nw4m5FEXbCaxGVXaB7MmJvWAbzKXIfjylcKUgW75EDSr7wCLI4Lj3eJa732GU7KJW52ve5y4jGCvM\nzNiTePy83ebj7mG2w/9ghdR/YwNXy2TSj1kfyAc7hIVULzcy3Z6DPOZTKNWgYvBkuOgO/WA/fI3/\ny8LQzaTYUnYtA4HRlZFbrTw8v4yHuZw7gugMgaVUl5+UT8HC0xc+1ljJlJ3vu+++Sao22TX5D89E\nLiPzbx3ChpEVH2t+V8vszvbCf1gPZQA9A3mN9jL3breHRrZQ7a21yu9lXa3JajQ9E3/AV5NPsmVH\nC7ZEt/iecZ1eCeZ9Nt4nrAd65Zpr3Q7IJyl9t0bLbNA5PlTd8b3uda8kdfKo7BM/yT5kf9ihDGJS\nXXT015VdsS7wqatluufPk4c5NBY+jS8cGWQMNp2hYxhZGQDykvEwx36Sn/poY/Cs9DApXeT33dv8\nWlvm96oZzew2Go1Go9FoNDYtNozZPbLTS9ThilJEgnaMjqf96CPrTV7UICLGSojK1c/YUa1mbT4l\nTFQpKhkjfVGfiFSEou7JGBaByHvuZDB3I7BTFQOARcIUYaWMTU2gCEyNzxiRicjVImJq7ErH5O2x\nxx7L/q4uGmuo04XIXo3etqKqrQFThYmgM1hRNaVkj5USiWNwsQiYIafDiZDVT2Elk6rXUrOpblvE\nKVLFnmMy/d9ubYwNFnotvTLn7/i/uiZ1dOrh6CLZi/jZjbn1OXKxc35k49kGVkNUP54MlhRrpiYX\n86+Wl61hE8ljtadBJfX8cy0WdgjbJuNBDtiDpHTG/OnoYVc5BhebgQVXU8cOsAh00wlRM+ObVB2o\nTBTfhqkj60XY7qTkwV4wpOrp2To/IsORlM3xfeybLvC1um3wsWyMz6EH5le9nzlQR56UH+Nj7K7G\nbs01iSuFNWVmuj3LXBcpm+X/Sc2na9F7+znos+yiWuTLX/7ySYq5tdfEWDBT+vGyk6R0cD61kf8a\nmdbVYO7mQj+sqVhFfgCLP3b/wVTKeJlnPkVXE2uLtYtPofs6vmBnyVfHIAxhUtkTdu2na/v/avfJ\n0NW5D6t1xbOQk+zmyCBbm8jKc/N//IpsjXXA32UA6bqMqIyAMY0dD4ybHXtnmk9+W21favLki63d\n9IO/kJnS/3isYZYdZWMyw1hx8vDcR6ZH1iZZSj3JvV/wu+M9jJ8/MY/YYNmDI0Mzu41Go9FoNBqN\nTYsN77OLnRGdifBEAs5oFzHr8ZbULlFRlV6oatNEQOpksFKYAtdU0ydCUR+jT6dakKQiVBHJzOSq\n6V3tTshky0hMBK4mSRQsQlFfi0XADmAqRcnYCIwvlmXcRUkmfmd3pKja30VNdp2aP0yuaFhEKlJd\ndCd1UhE7HREdzx0hMFgiOvLBhNg56xnVPKm7GhkTeoixMa9YQgwFnSIvrLI6WUw5lm49+g/PtVXG\noLZPfazn0o1AZC4CxmyxFwwGVmHMosw7wEXudr5i4zAYWGbzLpKXAcB8z72TVwO6N9d2028MhTFh\nQtTlJlXXi2lTt2g+1STTGc9DH1796lcnqd3mMj/mnf5jOJPyW2wIe2Fn/5zJWClm5n/uQmCeZcvY\nC/Z2fG6MPR+CUcE20p399tsvSemHesrddttt2d/5rjnrlJReqmvEHmJV5367KwV5kAN94MtkYbDy\n9H1kFflWc0WP/d+c8UnuYd6tJXyXLi38KF1ls0n5GL5HlsHOdrY1MtArwWwvM+vKtue1WOYwqayn\nMarFpUPWIOs2X6z2Enuv/pZeuI51RKYg2XId5u/p0riOrQaef+6gpO6Wb6In9HLs4qFrgKwqlhhT\nS4fVnFoH2KL9JvRCJsCabz0duzFgKq0xnp+/d69FTy/lL+iJuVLjr85WJtT7V1LvReqgzafndi3d\nOtTpswPysj5YZ9ULmzO1zknpqYy92vvDDz88SfnibTHdzew2Go1Go9FoNDYtNrzP7hxFiJBBBKzW\nQ0/ZpCI89XHqKu1qFsHrRuBe2BuslAgOMyyCFMWKqJOKYtSziArneqJFzy9Pih0QiYh+RM2HHnpo\nknp+zJW6sLkWzefsLtVvdtxVKlLHcmC6PJ+6vj333HPZ2DAXmC6Rneu5tx3Pi0DEbb7UE4q41awa\n+9xfmF6IDkXNmAzyGvuamj/1QK6NkRWxYvIwE2p9MXmYC6eRYRfXgnmXrLpQtenmAktAbtgHLII6\nVMyJOcIyjbv0seD6bNIh2RFshx3cIvBPfOITScomMaXkyEYxAYuAPLDD2BC13OaG3ow1oDIwfmIe\n1GRimNRu60JAV9R5el6ylS1Slzt2+uDD3JN+kjt/tEhHl2TLE8Nkn8jYfeZd6EmxNuYLe6aLAH1X\nc4h19Lx0ijzU4LEX+jLutmdbeozyw3SOn1ptDSL4nuvQSSw0eyGPsfbT8x544IFJSna+o3ZftxLy\nwtazd9kVvsl11I+Pp3RirWTVZJxmdni1zC6YG2wbZlBtML2UARiZU3ZAP/iBQw45JEnJ1lpl/bam\nYsL5VffCyrFN8ktqfVO3yu+xc8+xaG03uZqbuUOGZ6UfY/9xOmSOML1+z27Ilj8hJ77AWkRfdPnA\nUo5dqLDBsiMYXddYZP/D1kAu7qdrCnnL3ozMLj33XLKND3nIQ5IUG0yPjJ28PJM9AZ7FWj+fApuU\nzLyL+Ox8Cu+2su3N7DYajUaj0Wg0Ni02nNmd66r8VJeEAbDD3GloSUWNWAPMjrog9WVqsUQLajkw\nWVhMUbYITh2imo+k2CGn2og0sEcY37WATOZefcYhorULU2SDAcZMnOc850lSDBeZiorsAk8qKsZo\nYYlF9VgXXSjIeq4rdG9M1niPRTF3qVBDhuHAPtvZjBlTq41lVdujDgg7hY3GziRVkycCJ0vA6JEb\n9kGtkVPs5lNmZn1fC+iaXdQYIdG0ujljwLLTA3V0noFuYy2dgpUUI0vXfJasMRGYDQzO3FdXzS6W\nYKxlXRRkOXcMmPtue+6xPljHBn6GT1FTts8++ySpvpjqxN/5zncmKXvA1NF3zNZznvOcJJVVSUrP\n+DS9as0DZmmtwJ5jqNgJpp+/w+AlxVp5Xt+Z+0f7yQbpihpmvkndvDppGaLxBDX+jSznntbGuyhz\nNzOZWCcZkdnf8ukj7DzXExnj67N0ik3p9MJXsQvsk0yI7An/mpQ+e156jLkj00VPpXR9LJqf2FX7\nZYx1rOk2R9ZUPtfueHXgxkYed7vb3ZLUuimbYa3FfJoba1xS9arqoI1TFnjsuboI+Afzb274fL5h\na91fDjvssCTle3UqkOmYa3j5B+8e7McceI/gN4xhfEbvNcbJ1/B7bG+RfRBJrenWLHuAjMXc6qhh\nT1BSuinL6DmtG/Yr0C1j5m+x9jKkfCUfobPU2FnBSYP8prWbja7UTprZbTQajUaj0WhsWmw4swtz\n/1ERIrZSZIBpSyriEE2IsrFM6ogwXNg3Eb5d5yI6TALWYmZEx/FgPu1Sds1F66hGiLxFTOqVMRHq\nXESFTrERHWHV1KyILtXwiWRHFhqbImoUvaqxEYFjB0WTavRe8IIXJKm6OCw69mrR+sOkdAKr4J52\nbqrBxcqJ+O1WFRWLqs236BAjaE6TYoN0cBA1Yk1F8hg9z02m2FH1kvRDxLqWbgxgTrBvInLMhxpl\njJC5PeKII5IUeyJj4JlF0WoGk2LDsZBqkcmY/arFw5ZjnbEQ7FpXlUV7ho6YmTBzpMaP7Oc+2uP4\ndGKZz7Jne3RPv2BMHL3HOj3xiU9MUgyEev/xBDWnDNJjbLf6R0weW1st2As/wVH7gFMAACAASURB\nVE7UwPIL5mpkPvgcTJt6djWqbEtNJdYY0+/afBNGE9uE8Rw7K9hTgQUyHv6K7qz2RKgZ5p9eqyM1\nH/Z+yPgk5TuBjyVj3Suwj65BLtYoej+zzNYLJ64l5Uv4EBkq8iDTkVFbDYx97CqQJHe6052S1K57\n9+PDx3GbZ500gC/lm2bfbY2VARs7XyTFJvIf4734IDKd++PyrYvCdfhDOowhtQdk7PHqHcJz6lFs\nrVbTbQ2SRfEs9lHIqJh7tmtM1vikWGK1tHwYtn2tdgLWSbo7n3Y7v28ktbYYw+z/jXFeJ72bkb0T\nG7GzWGSyHzsF+Yw1CdOrVnelp7c2s9toNBqNRqPR2LTYbjW7omzsExZi3u0+1viJnufTfNRJiSpE\nGRgD0amaXAyuuhmfs8sQy5FU5CmCEaGIKkXu44k4qwWZzPUrIqlZRsbg8+pF7fAVHYoERU8itqSi\nNewgdkwErgbHvY3R5zFi5IMJXW2v0K3BvURoc59gz4G5wfTpkWlO1ImJDjFeos6xU8Kuu+6apGrE\nPY+sga4EWBaMP6ZSTarIFdOBARvrwBeF56fPxohdkvHACuy0005JqnsFNoEeYZvtnMVWJrUbHbNn\nvslU9kM9PH3SO1XtnudWy8vWFq0vS2q+sWuyP3Y+8wtOQxs7vtjljHEkq/333z9JyUrNKZYco2NX\nMXvRfcCpU76PjUpKFnOmYWunrS0C8uArsWnshk/Fqo3spfnZe++9k5QOsBmMmx3P2Gm2R6cwwXQQ\nC+knRiup5/c77NbcoxPTtlqQh4wFf6kLCfnQZR05kjoxz/OpNZapIhd+QU0vn0Ov1HZaU9S6+hxG\ncPw3m1JXzj4X7Z8K5EH3PRtfhdnWhWDMeMl66p9MPtZna6i6XxkOWSa2qLcvfeNf7IWQnUqKFfVd\nJ5kZ59i5YRGQB989d3ehH3zCWG9u/jHc9N28+zt5PPShD132e/7Gu4h703lr9qiTdMe6J8vIPuY9\nTKsFefAL5sg+BT5dtmbsFGHc3r3U2/uuTDi/Yt1kT65tbSZ7fmN+l0lKL7wfyBBZD2QVtoVmdhuN\nRqPRaDQamxb9sttoNBqNRqPR2LTY8DIGlLmCYylrZQAodOkRmxmSSgn4nbYl0v5SBNIz6G1lC9Kc\nNjahypULKJMYD4jQSBm0FNLuQpp6bEy+WkhlSEOSjfIMaT/pJykOZQzGK1UsrWEDn3T3eGQnOUvT\nSkt5DgX1vuMeUuBSbVJwZCc1tGgKMqkUh/Sr4n0brMYNR0k9r5/KWHxPeYOjfW0acExkUgXy0tNS\nedo10Z0XvehFSSrFaJOHjUzGaAxjy5RFoXyBHkgn0Vv6LRUkHSn1bE4cCStdqh0MvRlLUBT90we6\npgSEbkoRs2tpb5sHtLabN3+sBfOmH2NzL5sI6b9UY1KbXzzX3KCebvApNqnwGUoS6MNLXvKSJLVp\n0tx4/hFKHWxisxmUni8K6Tw26hmNyZiVOWkrl1SKXJqVfzPP/B+9dg3pbWlG9q/8g4+mk+OmX3pM\n1vM8bk12qwH/YQ6l0KWjpYXJyc+kUubS0MbGRh70oAclKX3wXJ5zbmcpNex6yqTGxvzas0m/2iTo\n3uZ39N+rAXmbK76Ln+AX3d/altRaQz+UeykR0irKmms9UOYhLa2ER1tE97RGj5szpevn5/WdtW5M\n46uUUiqhYId+Ktkxp0npvznxGfIhBz5K6YUyBzpPB9mfezrkRdlkUj7IONmmzbRr2QyelN/nE5Wa\nKU0wZ97RxlaJ1jfvQUqHjI1Nm38bNMnUekAXyZVv9PnxeG2bf/1NWQs9X+mGvWZ2G41Go9FoNBqb\nFtttgxq2yRu+aBMbIdq1MSapDQYYK610FGyLrrX/sHkGGylSxvRhUkWVNrKMR5lqMq9NkMhNw2Vs\n61ogEhFRKwDHPGvTYbOYCFf0o5WRsYq6yUmDb9FmUi2TNDnHDs5HStpEgsHAnopMbYIhh7Vupkjq\n+UWNWKXHPvaxSYptEHHaNCQqxCL6+wEHHJAk2WuvvZIUc24TXlI6geXxPKJmY8GOYrawDNio+Tjs\n8ejNRSHipt/Pe97zkhRrYtOcKJr+Ygm0EqLDmC4Muetpx5WUzB02gB3EumBkHCdtkxx2iF5gCegu\n5nMtYC8ifPfA5IrwHdk8NmhnU5gYtoStcDiKa9MRzePBc5gbLDvmZsxs+LcsCv0z7rUe94lxobt8\nqcyGZ7Z5ZNyo6jsYKxkK7RuxO1rq8cHYYbaKGdcyyE/2Mx6yIWtCP/kW/myt4MNkbrBH1gXP4L5j\nOzwMlUwXWWEq+Te2ZnMkObApa5JWZZgu/mFk8/2NnrIVsmOvi8J1zLHNY+aUD8OQ2VyU1Jph46UW\ngvwhPyDTYROk55QB8nky55Os4dawpDZ3YuJtfiSfbR0Duy3M9jGv+/yhjd/jhj3P5bvWZrLzd/LA\n7NpgRefpHFnTzbHNGcgO8KnmhA/iXxZtQWaNmjMIO++8c5Jqt8jHYcSTWpPoLHvBTFtz2A0/IGN0\nZIdyeUbPJGuX1MZyumfcsrL83bbW3mZ2G41Go9FoNBqbFtvtUIk5+hb5YXa1QxpZVrVMokXMpfop\n9UNq9ESuogoRvpYzoi+Rr+uOrXlEJr6LHVGbiJVZj0MDRFRYAs3msSvYJhGuyBPbiiUXJWNfyGlk\nXefjTslCrZ2oSO0uxk7bN6y4CBdLJbJdj+NxjYFsd9lllyTVxsQ9RYc+bx5F2+SDMdBe7dBDD126\nl8hbg3W1aeqlNPYWyYqmyU9ETk+w9Ma+HvIQWdM9dZJYaJG4MWGd1BVjo7CVjkTF8o+1cBgqbJCW\nQvTE8ZjsVM0VvcA6YKVkT9ajNR1gSLGyapB33333JDVnoz2rsdOmhn8xr+r+7Q/Qcs7ftclyDKYD\nAPgUczEef8pn8FPYCvaIHR4zL4sAAza3NJvr7dUMJ5XRkB1Rc2e+tNbC2NB7/hozhe1xCAnmzr0x\nWkn5OWuAWkT2TB5rtRl+gZzV28sQeSZ2MY4Nw681lrUE+0w+Wic57hUzzGdj8GRGMGAjm0+WmH/j\nXSuDOcP1rbEyAnNLqXFsGGpMv/lmF/OxuPSDfckMyj7JjNpvY65He8HcmRef5cdXemjASiFDZo7Y\nq2fyjEn5GGPyvOpo1fDLbNDpuVWpdVMLs5mdHbNR7Jptmke6Nu4xWgv4SWNzFDhGmW2P+1Do6txq\n0vuF55ARsI54N7GW+5zjpWXl2LDDjMbfkYf5Y2srfRdrZrfRaDQajUajsWmx3ZhdbKodolga7KX/\nj7vw7PRUU4OVwDZiiUWLroHpwNJhOkUZ2CdjEX0nVVslisJMicBEamtlZZJi0UQumA9sGVZJFOXw\nCw2qRY/qf7ATGL7x4Auy8ewiL4yFXdXuhTV0VCAZG+t6MroggsfUYjpEmmA+zYF6O0yu6FntFbmN\nDAHZq0HFmqqncy21uaJtka3nn+tmyXxsxL0oMNdYEHPCltRNYn6xK2pxsfT0HMPHfkYGQ52zSJ1t\nYf7VZGFC3cu9McPkQC5Yo/HI2kWB4cDG0WksK7ZgrAvDyGJvsCLYfnqAWXC0rGwR5t69PQ8dpWNj\ndxZ1sRgRPzEp9HCtnSqMSc2aMfB/fj8yd3TKHgm1mcYmm4AN9Hs25FnoCdnTF/5jbPRunNhy4yIH\nzMxaGSu6h23ny7FHMoXjYSoOyTBuNqM+kF/A7KkllE2TXbM/wD2NhS5iCJMtMy9YLP6MvVoPFoV5\nN5dslX66/7iW+Z3nwWyTy3xoBLmZO/ciNzbq+G3ZuvHQHWsrttP6tV4ZEKB/dJp8ZUz5R+8NST23\n5+H3ZYCtH/b0YKPVictwzOutz8kgjPWm9ME7iHHOB0OtFa5H7q5rf4q69THbjl21xs6HKvEHbJ5s\nZQboJLujDzKs9mx510tKH9R/ex/w/sOPbKtLRTO7jUaj0Wg0Go1Ni+3G7M5v32q+RISYH3WrSbFq\njizEPup9qFeq6FJtoqMwsVF2AqpJUbN0vetdL0ntVk0quhGRYi7XK7oc4doYHiyTiI7MsEdkJzJX\ngyZatLNaNCrqSqqmFCPlniJ0NXfmwTF/6nkwlsa0nowuGJOIfmbRPD+WTpcGc4OtIxc1e/4v+k6K\nmcFkqNUTkXtuY8Gy01tjwbquJ+MPomVR/1z/JeKlN+oGMbYYcMy/aNr12FVSfSHZH/nQB8yne2Pu\nsDJ+qvmD9dSTuWsJPcBOsn+1qkkxK5hnDAP7ZiO6bmB0MXuOv9SNZJ53trq1DhD+hlGC9a65Y5tY\nRL831rHPLmZSz0qsjnlSy45FkV1ha/QB+4jJ4z/cU9eLpJhWvpW+rse+hxHGhPGh53b58/8yYEkx\nVdgiLJqaXMwU3cI8HXTQQUlqjXF8OJvjs9gsJizZUh5YsPX2reZCVsp91NtjuMdsKrs2R2pTycXa\nqe4aOzh3fpA90vXH5/yfvxlBHvO7wXphPpZehohvkDG1BiT1/PwFObgWn8tvuoZrezdRl+zZ3HNe\n05OyZ+sfPV7P/Q9J2Qs/ZY5kNzHdY5bG89uPcGTZKxlB/tM7DL9qXaUv/KfvsZ+kGGbZAD57tRmh\nZnYbjUaj0Wg0GpsW243ZFa36OUdGos7xtA5RlToodR3qBbET2AXsm8h+jhRF15gXEZSaz/GacxQ1\nj389IULBmohgMDXYFrKaa1sxl9g1UZc6s6SieAwvWagdEnHP9c6ed9zhvlFwL7KfT84iF/OPZZxP\nFPOsdIwcfC4pXbED1xzoM6uWHPOt5s4czTWo7rWe+uH5Md4zq8wu5p6HGG0Ruu/vt99+SaqPItYh\nKdaUjrk25o8+0MW5/nLO0GwE5nuY55nRxOQlVX+GJXFiFvYby4WZIRs6Qw9cGyNFLpgJzG+yZS0q\nmM/1YjTpmrmYswueXQYgqe4aPkMH/F/Nrtps1yZzcsOe872YTb53fEbycI3ZRtaLwXMdussf0mkZ\nsPH+9AK7RXfU9/ouxpbOkRN9oQd8EoYPizsyd5i6uS/oWmt0jwxzLTP/wfePWQky0x9VpoZ/4Det\nzeTBD7BFtZtqUq07sjAjc3dkDB2dXG/9gPnkTXsgxoyo58PsyjYfcsghSSqDwS/yC2q5MbyYb+sJ\n+cz1yv9pvOuN+fr0wnphXRn3dni34C/Np+f1LiXzZb+VLBxfxCfQC35Y3+bx1FR2staT45rZbTQa\njUaj0WhsWmw3ZneG6NrbughqjLpFURgB0ZD/i0xEgOpiRFGiJuzEHPnPzNBKxruRMF794zCZfq8u\nBiOt5lj9i9oaUfh4So1aRMwFZoYsRewi2EVPZ1lPiPg9r3nFoonA597HWAc/n/WsZyVZfh77GL0n\nxWhjP+Yd3dvC9tAP84xl9DwicfV0arbpO8b3Lne5S5LKkIzAXJODGk1MBNaDPMY+mUcVsCbYRDXJ\nI+i3z2L3nQCHccAw2AcgwzNnW+iSe87dCf4T1rtG9ciuP7OLIzAy86mFsin8MSafHNT3yS7Qd5k4\n35OhW4n/2Gjman4mLPR4X/NvvNhO84sdtx8AA6f+1/etQZhg9kJu436BowrmjL/E2I19h9m1UzjN\nP9/j+WQGnVrpp4wI2WPo5i4OO4J+zPZozNjKpOqd+Q/PQR/0fFUHPvefZV/shKy9q8ynmSUb/9xH\nhjmbzffJfiaVJZg7IqjJtX7Qf1kD73LkoE7cmj52K0mW1/yvF5rZbTQajUaj0WhsWhzt39uDkmo0\nGo1Go9FoNI4CNLPbaDQajUaj0di06JfdRqPRaDQajcamRb/sNhqNRqPRaDQ2Lfplt9FoNBqNRqOx\nadEvu41Go9FoNBqNTYt+2W00Go1Go9FobFr0y26j0Wg0Go1GY9OiX3YbjUaj0Wg0GpsW/bLbaDQa\njUaj0di06JfdRqPRaDQajcamxTE26sLPfOYzN+rSOxTuda97rfize+655waOZMfAvvvuu+LPHnDA\nARs4kh0De+yxx4Z89v9XrGbO99lnnw0cyY6Dvfbaa0Wf23333Td4JDsGDjrooBV97oEPfOAGj2TH\nwIEHHriiz+29994bPJIdA4985CNX9LmVyu3/d6zUDu55z3tu8Eh2DBx88MFb/f2GveyuFP/+97+T\nJP/617+SJP/4xz+W/naMY/zf8I5+9KMnSf7nf/6PiP7nP/+ZJPn5z3+eJDnpSU+aJPnFL36RJPn1\nr3+97B53uMMdkiS/+93vlt3rr3/9a5Lk+9///ro9z3qCLIyTHE5+8pMnSY55zGMmSf7+978nSU55\nylMmSY5//OMnSX70ox8tXYvMfPezn/1skpKJeXBNnzsqYUzg+f/3f/83SXLsYx972d9/9rOfJSm9\nOfvZz54k+frXv54kOdOZzrT02ZOc5CRJSkaf//znk5TMz3GOcyQpefzhD39Y8/OsFeThJzkc5zjH\nSVJj9Qx+b+x//OMfkyQ/+MEPkpTdJMl5z3veJMnlLne5JGUTX/va15Ik3/nOd5Zdm44dlTja0Y62\n7P9/+ctfkpROJ2Xrxmv8fk+HzDdZsTk+57jHPe6ye7i3v//mN79Zn4daR8y+dfy3cR+Zb511iu74\n+ec//zlJ2dQJT3jCJMnf/va3JOWbdwSYK8/GX47/nnXppz/9aZLkBCc4QZLkAhe4wLLP0RNrDT06\n2clOliQ5xSlOkaT07Stf+cq6Pc9aMT+ruR9h3Hwp/fecpz/96Zd99z3veU+S5Fvf+laS5NznPneS\n0hd6Qp9+9atfrcOTbDzoOX9Avz33uc51riTJd7/73STlJz3vec5zniQlv/e///3Lvn+sYx0rSdnP\njgB+wxhHfTGfv/3tb5d9hv/jX9i/v1/pSldKkpzxjGdMUnK0/rIb/ugnP/nJ+j5Uuoyh0Wg0Go1G\no7GJcZQzu6IGkd7xjne8pb+d+cxnXvZZ0eb3vve9JMlpTnOaJBVNiRovcpGLLPv8D3/4wyTFfL7m\nNa9JUqzV5S9/+aV7/P73v09SEYrI9kQnOlGSLdnEjYRoaY4msVSYbJEYVk60+I53vGPpWuT64Q9/\nOElF3hiMD3zgA0mS29/+9knquUXwWFOsmXkTiW0E3MPzYdVEl+bCs/k7VhKze4YznCFJzXdSzPUT\nn/jEJBWJ3/CGN0ySnO1sZ0tSuvWhD30oSXLxi188SemSiN+9ZzZ6PTEzMt/+9reTFEuNTWIH9ORU\npzpVkmIv//SnPyVJPvOZzyxd6/znP3+S5IMf/GCS5Atf+EKSYsNE3l/84heTlO2ZC3piTshlzNRs\nL4w6SY/n52Aj/M4lLnGJJMnTnva0JMXE+Jz/wzWucY0kW3/OT3/600m2ZJqNBWu60cBajqwRWzAG\nLD8fiXlSMsHHsKkTn/jESUr3MDB0i07RxfHfc2Zma4ziRsJcso9xDKc73emSlJ//xCc+sezvGEt+\nQFbkohe9aJKaf0wVvXLd0Xb5czplnmbWfaPARxmjOU3Kfv00Fsyl52b/GGtMnrm2ds0MsDXp2te+\n9tI9+SNrEZgvdrPRmNf8JDntaU+bpN4LzNU5z3nOJLU+8CtAf8w1mZPTNa95zSRld2MWlg7O7Lo5\n2cg1Nyld5SPG+3l+YyEzGRDPa8ynPvWpl13bWvXyl788Sb2PXPKSl0xS6673jaRsiA/nc91jpfrR\nzG6j0Wg0Go1GY9PiKGd2RW+i/RHf/OY3kxTrhIVQ94ExueIVr5ikIlSRkSgDG/W5z30uSUUPmFAs\nVlKRq6gKO7M9GF3RH5mIgjB06odEU5/61KeSVJSMbcS2jDWqojWRt0gbS64mTdREhh/72MeSVG0S\nNoJsNwLkMNfa/fKXv1w2RnoAokhR4atf/eok9SxjpgDbebvb3S5JMb0izdve9rZJitFybc8/s87m\nZGZf1xOu7eePf/zjJMVUkdNlLnOZJFVXSE/e+MY3Jin9H+uy3/CGNySpWiz26Hk/8pGPJCl5mAPM\nB2aDXmFrNgKz7Ofa5bOc5SxLnzVeOuE7bMW16AMW4ctf/nKSZNddd01Sz8OXYG/JBTOcJOc73/mS\n1PyQCR3ZSPY/KV/Ff4ystOciK2PCVL3lLW9JUgzcpS51qWXXfNOb3pQkue51r5uk5IHZoYtqwJNi\nxeYMzGznGwX3ZcN8XlIMJFt485vfvGyMvnOhC10oSekWZurCF75wkmK8PCvGEyvGB433mvcDWN82\nWj+sI2xiXCfoLL2+xS1ukaTm1xj5ife+971JyqfwyRe72MWSlHzJVZZhZP6tV1e+8pWTVAbOPTYK\n8/oy+5Vky/1A/BzZeR7P/drXvjZJcsELXjBJPdsd73jHJMmDHvSgJGVv17rWtZIk73rXu5buSYc+\n/vGPJykdHG1qPTE/N1vnV8e1HpPNf8gQkw+78XvvbmzQ+4R3sfvd735Jkne/+91Jit0nv6TYcLrJ\nlrwnrRTN7DYajUaj0Wg0Ni22O7OLMRXZeUv35o+9SypaVmOLXQR1pupdrnKVqyRJznrWsyYpRkO0\nIEISrWFxxp3DohsROZYG+ytyWc+6mbmrAsbaeLEvugpc5zrXSVJ1ZGT4tre9LUnVAY07GjFZaonU\nnj72sY9NUoyNyOtmN7tZki3rD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KyZrAGZewb+3PO/5CUvSVJ2Q38w+Bi+pPTQd9mU8Y3M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\nL+t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SsgmXv/zlkxR580zs/Ze+9KUkyTe+8Y0kFRX5zne+kyT52Mc+lqRCqEcddVSS5CIX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S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\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EzIz6NX9Xu4gtU7snE5LU7mHZg/m5xy4Yq4Dtmnc9TdVw21U9nmaGYVJH7Bn5O10HsCSy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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10c29d4e0>"
       ]
      }
     ],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.unique(y_orig)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 70,
       "text": [
        "array([ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.,  8.,  9.])"
       ]
      }
     ],
     "prompt_number": 70
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.linear_model import LogisticRegression\n",
      "from sklearn.cross_validation import cross_val_score\n",
      "\n",
      "def eval_model(clf, X, y, cv=5, n_jobs=1):\n",
      "    scores = cross_val_score(clf, X, y, cv=cv, n_jobs=n_jobs)\n",
      "    print(\"cv score: {:.3f} +/-{:.3f}\".format(np.mean(scores), np.std(scores)))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 96
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%time\n",
      "eval_model(LogisticRegression(C=1), X_orig, y_orig, n_jobs=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "cv score: 0.900 +/-0.008\n",
        "CPU times: user 27.9 s, sys: 116 ms, total: 28 s\n",
        "Wall time: 28 s\n"
       ]
      }
     ],
     "prompt_number": 97
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%time\n",
      "eval_model(LogisticRegression(C=10), X_transform, y_orig, n_jobs=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "cv score: 0.924 +/-0.006\n",
        "CPU times: user 3min 8s, sys: 514 ms, total: 3min 8s\n",
        "Wall time: 3min 8s\n"
       ]
      }
     ],
     "prompt_number": 98
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "aeelm.components_.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 99,
       "text": [
        "(700, 784)"
       ]
      }
     ],
     "prompt_number": 99
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%time\n",
      "from sklearn.pipeline import Pipeline\n",
      "\n",
      "p = Pipeline([\n",
      "    ('aelm1', AEELMTransformer(n_components=700, activation='tanh')),\n",
      "    ('aelm2', AEELMTransformer(n_components=700, activation='tanh')),\n",
      "])\n",
      "_ = p.fit(X_orig)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "CPU times: user 35 s, sys: 3.01 s, total: 38 s\n",
        "Wall time: 24.1 s\n"
       ]
      }
     ],
     "prompt_number": 100
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%time X_transform_2 = p.transform(X_orig)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "CPU times: user 1.74 s, sys: 33.3 ms, total: 1.78 s\n",
        "Wall time: 1.01 s\n"
       ]
      }
     ],
     "prompt_number": 101
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[aeelm.ridge_.alpha_ for (name, aeelm) in p.steps]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 106,
       "text": [
        "[0.10000000000000001, 1.0]"
       ]
      }
     ],
     "prompt_number": 106
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%time\n",
      "eval_model(LogisticRegression(C=10), X_transform_2, y_orig, n_jobs=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "cv score: 0.934 +/-0.002\n",
        "CPU times: user 2min 39s, sys: 408 ms, total: 2min 39s\n",
        "Wall time: 2min 39s\n"
       ]
      }
     ],
     "prompt_number": 107
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 81
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}